CN104849218B - 分组来自抛光基板的光谱数据 - Google Patents
分组来自抛光基板的光谱数据 Download PDFInfo
- Publication number
- CN104849218B CN104849218B CN201410578917.XA CN201410578917A CN104849218B CN 104849218 B CN104849218 B CN 104849218B CN 201410578917 A CN201410578917 A CN 201410578917A CN 104849218 B CN104849218 B CN 104849218B
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- CN
- China
- Prior art keywords
- spectrum
- several
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- group
- computer
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
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Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/02—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness
- G01B11/06—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B24—GRINDING; POLISHING
- B24B—MACHINES, DEVICES, OR PROCESSES FOR GRINDING OR POLISHING; DRESSING OR CONDITIONING OF ABRADING SURFACES; FEEDING OF GRINDING, POLISHING, OR LAPPING AGENTS
- B24B37/00—Lapping machines or devices; Accessories
- B24B37/005—Control means for lapping machines or devices
- B24B37/013—Devices or means for detecting lapping completion
-
- B—PERFORMING OPERATIONS; TRANSPORTING
- B24—GRINDING; POLISHING
- B24B—MACHINES, DEVICES, OR PROCESSES FOR GRINDING OR POLISHING; DRESSING OR CONDITIONING OF ABRADING SURFACES; FEEDING OF GRINDING, POLISHING, OR LAPPING AGENTS
- B24B49/00—Measuring or gauging equipment for controlling the feed movement of the grinding tool or work; Arrangements of indicating or measuring equipment, e.g. for indicating the start of the grinding operation
- B24B49/12—Measuring or gauging equipment for controlling the feed movement of the grinding tool or work; Arrangements of indicating or measuring equipment, e.g. for indicating the start of the grinding operation involving optical means
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01B—MEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
- G01B11/00—Measuring arrangements characterised by the use of optical techniques
- G01B11/02—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness
- G01B11/06—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material
- G01B11/0616—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material of coating
- G01B11/0625—Measuring arrangements characterised by the use of optical techniques for measuring length, width or thickness for measuring thickness ; e.g. of sheet material of coating with measurement of absorption or reflection
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/10—Measuring as part of the manufacturing process
- H01L22/12—Measuring as part of the manufacturing process for structural parameters, e.g. thickness, line width, refractive index, temperature, warp, bond strength, defects, optical inspection, electrical measurement of structural dimensions, metallurgic measurement of diffusions
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/20—Sequence of activities consisting of a plurality of measurements, corrections, marking or sorting steps
-
- H—ELECTRICITY
- H01—ELECTRIC ELEMENTS
- H01L—SEMICONDUCTOR DEVICES NOT COVERED BY CLASS H10
- H01L22/00—Testing or measuring during manufacture or treatment; Reliability measurements, i.e. testing of parts without further processing to modify the parts as such; Structural arrangements therefor
- H01L22/20—Sequence of activities consisting of a plurality of measurements, corrections, marking or sorting steps
- H01L22/26—Acting in response to an ongoing measurement without interruption of processing, e.g. endpoint detection, in-situ thickness measurement
Landscapes
- Engineering & Computer Science (AREA)
- Manufacturing & Machinery (AREA)
- Computer Hardware Design (AREA)
- Microelectronics & Electronic Packaging (AREA)
- Power Engineering (AREA)
- Mechanical Engineering (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Mechanical Treatment Of Semiconductor (AREA)
- Constituent Portions Of Griding Lathes, Driving, Sensing And Control (AREA)
- Finish Polishing, Edge Sharpening, And Grinding By Specific Grinding Devices (AREA)
- Length Measuring Devices By Optical Means (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US14/063,740 US10012494B2 (en) | 2013-10-25 | 2013-10-25 | Grouping spectral data from polishing substrates |
US14/063,740 | 2013-10-25 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN104849218A CN104849218A (zh) | 2015-08-19 |
CN104849218B true CN104849218B (zh) | 2019-09-13 |
Family
ID=52996349
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201410578917.XA Active CN104849218B (zh) | 2013-10-25 | 2014-10-24 | 分组来自抛光基板的光谱数据 |
Country Status (4)
Country | Link |
---|---|
US (2) | US10012494B2 (ko) |
JP (1) | JP6466131B2 (ko) |
KR (1) | KR102279663B1 (ko) |
CN (1) | CN104849218B (ko) |
Families Citing this family (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10012494B2 (en) | 2013-10-25 | 2018-07-03 | Applied Materials, Inc. | Grouping spectral data from polishing substrates |
JP7023062B2 (ja) * | 2017-07-24 | 2022-02-21 | 株式会社荏原製作所 | 基板研磨装置及び方法 |
US11577356B2 (en) | 2018-09-24 | 2023-02-14 | Applied Materials, Inc. | Machine vision as input to a CMP process control algorithm |
JP7389718B2 (ja) * | 2020-06-29 | 2023-11-30 | 株式会社荏原製作所 | 研磨方法、研磨装置、およびプログラムを記録したコンピュータ読み取り可能な記録媒体 |
WO2022005916A1 (en) | 2020-06-29 | 2022-01-06 | Applied Materials, Inc. | Film thickness estimation from machine learning based processing of substrate images |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101770584A (zh) * | 2009-12-30 | 2010-07-07 | 重庆大学 | 高光谱遥感数据鉴别特征提取方法 |
CN101960580A (zh) * | 2008-02-29 | 2011-01-26 | 应用材料公司 | 利用近红外线光谱反射的先进处理感测与控制 |
CN102884613A (zh) * | 2010-05-05 | 2013-01-16 | 应用材料公司 | 用于终点检测的动态或适应性追踪光谱特征 |
CN102893377A (zh) * | 2010-05-12 | 2013-01-23 | 应用材料公司 | 垫窗插入 |
CN103155110A (zh) * | 2010-08-06 | 2013-06-12 | 应用材料公司 | 将测量光谱匹配至参考光谱以进行原位光学监测的技术 |
Family Cites Families (25)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5747380A (en) | 1996-02-26 | 1998-05-05 | Taiwan Semiconductor Manufacturing Company, Ltd. | Robust end-point detection for contact and via etching |
US6271047B1 (en) | 1998-05-21 | 2001-08-07 | Nikon Corporation | Layer-thickness detection methods and apparatus for wafers and the like, and polishing apparatus comprising same |
US6361646B1 (en) | 1998-06-08 | 2002-03-26 | Speedfam-Ipec Corporation | Method and apparatus for endpoint detection for chemical mechanical polishing |
TW398036B (en) | 1998-08-18 | 2000-07-11 | Promos Technologies Inc | Method of monitoring of chemical mechanical polishing end point and uniformity |
US6358327B1 (en) | 1999-06-29 | 2002-03-19 | Applied Materials, Inc. | Method for endpoint detection using throttle valve position |
US6491569B2 (en) | 2001-04-19 | 2002-12-10 | Speedfam-Ipec Corporation | Method and apparatus for using optical reflection data to obtain a continuous predictive signal during CMP |
US6676482B2 (en) | 2001-04-20 | 2004-01-13 | Speedfam-Ipec Corporation | Learning method and apparatus for predictive determination of endpoint during chemical mechanical planarization using sparse sampling |
US6806948B2 (en) | 2002-03-29 | 2004-10-19 | Lam Research Corporation | System and method of broad band optical end point detection for film change indication |
US8902971B2 (en) * | 2004-07-30 | 2014-12-02 | Euclid Discoveries, Llc | Video compression repository and model reuse |
KR101593927B1 (ko) * | 2005-08-22 | 2016-02-15 | 어플라이드 머티어리얼스, 인코포레이티드 | 화학적 기계적 폴리싱의 스펙트럼 기반 모니터링을 위한 장치 및 방법 |
WO2007024807A2 (en) | 2005-08-22 | 2007-03-01 | Applied Materials, Inc. | Apparatus and methods for spectrum based monitoring of chemical mechanical polishing |
US7409260B2 (en) * | 2005-08-22 | 2008-08-05 | Applied Materials, Inc. | Substrate thickness measuring during polishing |
US7226339B2 (en) * | 2005-08-22 | 2007-06-05 | Applied Materials, Inc. | Spectrum based endpointing for chemical mechanical polishing |
US7952708B2 (en) * | 2007-04-02 | 2011-05-31 | Applied Materials, Inc. | High throughput measurement system |
US8388408B2 (en) | 2008-10-10 | 2013-03-05 | Ebara Corporation | Method of making diagram for use in selection of wavelength of light for polishing endpoint detection, method for selecting wavelength of light for polishing endpoint detection, and polishing endpoint detection method |
JP5436969B2 (ja) * | 2009-05-27 | 2014-03-05 | 株式会社荏原製作所 | 研磨終点検知方法、研磨終点検知装置、研磨方法、および研磨装置 |
US7969568B2 (en) * | 2008-10-24 | 2011-06-28 | Applied Materials, Inc. | Spectrographic metrology of patterned wafers |
WO2010062910A2 (en) * | 2008-11-26 | 2010-06-03 | Applied Materials, Inc. | Using optical metrology for feed back and feed forward process control |
US8478057B1 (en) * | 2010-01-22 | 2013-07-02 | Google Inc. | Image compression and decompression using block prediction |
US8509517B2 (en) * | 2010-06-14 | 2013-08-13 | Carnegie Mellon University | Method and system for systematic defect identification |
US8631204B2 (en) * | 2010-07-14 | 2014-01-14 | Seagate Technology Llc | Multi-resolution cache monitoring |
TWI521625B (zh) * | 2010-07-30 | 2016-02-11 | 應用材料股份有限公司 | 使用光譜監測來偵測層級清除 |
WO2012138758A1 (en) * | 2011-04-06 | 2012-10-11 | Kla-Tencor Corporation | Method and system for providing a quality metric for improved process control |
US8992286B2 (en) | 2013-02-26 | 2015-03-31 | Applied Materials, Inc. | Weighted regression of thickness maps from spectral data |
US10012494B2 (en) | 2013-10-25 | 2018-07-03 | Applied Materials, Inc. | Grouping spectral data from polishing substrates |
-
2013
- 2013-10-25 US US14/063,740 patent/US10012494B2/en active Active
-
2014
- 2014-10-22 JP JP2014214966A patent/JP6466131B2/ja active Active
- 2014-10-24 CN CN201410578917.XA patent/CN104849218B/zh active Active
- 2014-10-24 KR KR1020140145362A patent/KR102279663B1/ko active IP Right Grant
-
2018
- 2018-06-29 US US16/024,312 patent/US11774235B2/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101960580A (zh) * | 2008-02-29 | 2011-01-26 | 应用材料公司 | 利用近红外线光谱反射的先进处理感测与控制 |
CN101770584A (zh) * | 2009-12-30 | 2010-07-07 | 重庆大学 | 高光谱遥感数据鉴别特征提取方法 |
CN102884613A (zh) * | 2010-05-05 | 2013-01-16 | 应用材料公司 | 用于终点检测的动态或适应性追踪光谱特征 |
CN102893377A (zh) * | 2010-05-12 | 2013-01-23 | 应用材料公司 | 垫窗插入 |
CN103155110A (zh) * | 2010-08-06 | 2013-06-12 | 应用材料公司 | 将测量光谱匹配至参考光谱以进行原位光学监测的技术 |
Also Published As
Publication number | Publication date |
---|---|
JP6466131B2 (ja) | 2019-02-06 |
US20150120242A1 (en) | 2015-04-30 |
US20180321026A1 (en) | 2018-11-08 |
US11774235B2 (en) | 2023-10-03 |
KR102279663B1 (ko) | 2021-07-19 |
US10012494B2 (en) | 2018-07-03 |
JP2015091616A (ja) | 2015-05-14 |
CN104849218A (zh) | 2015-08-19 |
KR20150048073A (ko) | 2015-05-06 |
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